Package: ASML
Type: Package
Title: Algorithm Portfolio Selection with Machine Learning
Version: 1.1.0
Authors@R: c(
  person(given = "Brais", family = "González-Rodríguez", email = "brais.gonzalez.rodriguez@uvigo.gal", role = c("aut","cre"), comment = c(ORCID = "0000-0001-5276-2320")),
  person(given = "Ignacio", family = "Gómez-Casares", role = c("aut"), comment = c(ORCID = "0000-0003-0420-7319")),
  person(given = "Beatriz", family = "Pateiro-López", role = c("aut"), comment = c(ORCID = "0000-0002-7714-1835")),
  person(given = "Julio", family = "González-Díaz", role = c("aut"), comment = c(ORCID = "0000-0002-4667-4348")),
  person(given = "María", family = "Caseiro-Arias", role = c("ctb")),
  person(given = "Antonio", family = "Fariña-Elorza", role = c("ctb")),
  person(given = "Manuel", family = "Timiraos-López", role = c("ctb")))
Description: A wrapper for machine learning (ML) methods to select among a portfolio of algorithms based on the value of a key performance indicator (KPI). A number of features is used to adjust a model to predict the value of the KPI for each algorithm, then, for a new value of the features the KPI is estimated and the algorithm with the best one is chosen. To learn it can use the regression methods in 'caret' package or a custom function defined by the user. Several graphics available to analyze the results obtained. This library has been used in Ghaddar et al. (2023) <doi:10.1287/ijoc.2022.0090>).
License: GPL-3
Language: en-US
Encoding: UTF-8
LazyData: true
Imports: caret, ggplot2, DALEX, dplyr, purrr, tibble, tidyr, reshape2,
        Polychrome, scales, rlang
Suggests: snow
Depends: R (>= 3.5.0)
RoxygenNote: 7.3.3
NeedsCompilation: no
Packaged: 2025-09-29 13:17:40 UTC; brais
Author: Brais González-Rodríguez [aut, cre] (ORCID:
    <https://orcid.org/0000-0001-5276-2320>),
  Ignacio Gómez-Casares [aut] (ORCID:
    <https://orcid.org/0000-0003-0420-7319>),
  Beatriz Pateiro-López [aut] (ORCID:
    <https://orcid.org/0000-0002-7714-1835>),
  Julio González-Díaz [aut] (ORCID:
    <https://orcid.org/0000-0002-4667-4348>),
  María Caseiro-Arias [ctb],
  Antonio Fariña-Elorza [ctb],
  Manuel Timiraos-López [ctb]
Maintainer: Brais González-Rodríguez <brais.gonzalez.rodriguez@uvigo.gal>
Repository: CRAN
Date/Publication: 2025-09-29 13:40:02 UTC
Built: R 4.6.0; ; 2026-04-30 07:09:37 UTC; unix
